{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一维数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3 4]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "A = np.array([1, 2, 3, 4])\n",
    "print(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ndim(A) # 获取数组的维数，本例是一个1维数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4,)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.shape # 数组的形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 二维数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1 2]\n",
      " [3 4]\n",
      " [5 6]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "B = np.array([[1, 2], [3, 4], [5, 6]])\n",
    "print(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.ndim(B) # B是个2维数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 2)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B.shape # B的形状为3行2列"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 矩阵乘法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 2)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([[1, 2], [3, 4]])\n",
    "A.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 2)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B = np.array([[5, 6], [7, 8]])\n",
    "B.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[19, 22],\n",
       "       [43, 50]])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.dot(A, B) # 矩阵相乘，np.dot(A,B) 和 np.dot(B,A)可能不一样"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 3)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 实现 2x3 的矩阵和 3x2 的矩阵的乘积\n",
    "A = np.array([[1,2,3],[4,5,6]])\n",
    "A.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 2)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B = np.array([[1,2],[3,4],[5,6]])\n",
    "B.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[22, 28],\n",
       "       [49, 64]])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.dot(A, B)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 三层神经网络的实现"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 激活函数 sigmoid\n",
    "def sigmoid(x):\n",
    "    return 1/(1 + np.exp(-x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.31682708, 0.69627909])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def init_network(): # 权重和偏置的初始化\n",
    "    network = {}\n",
    "    network['W1'] = np.array([[0.1, 0.3, 0.5], [0.2, 0.4, 0.6]])\n",
    "    network['b1'] = np.array([0.1, 0.2, 0.3])\n",
    "    network['W2'] = np.array([[0.1, 0.4], [0.2, 0.5], [0.3, 0.6]])\n",
    "    network['b2'] = np.array([0.1, 0.2])\n",
    "    network['W3'] = np.array([[0.1, 0.3],[0.2, 0.4]])\n",
    "    network['b3'] = np.array([0.1, 0.2])\n",
    "    \n",
    "    return network\n",
    "\n",
    "def forward(network, x): # 输入信号转化为输出信号\n",
    "    W1, W2, W3 = network['W1'], network['W2'], network['W3']\n",
    "    b1, b2, b3 = network['b1'], network['b2'], network['b3']\n",
    "    \n",
    "    a1 = np.dot(x, W1) + b1\n",
    "    z1 = sigmoid(a1)\n",
    "    a2 = np.dot(z1, W2) + b2\n",
    "    z2 = sigmoid(a2)\n",
    "    a3 = np.dot(z2, W3) + b3\n",
    "    y = identity_function(a3)\n",
    "    \n",
    "    return y\n",
    "\n",
    "def identity_function(x): # 输出层的激活函数\n",
    "    return x\n",
    "\n",
    "network = init_network()\n",
    "x = np.array([1.0, 0.5])\n",
    "y = forward(network, x)\n",
    "y"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
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